---
# System prepended metadata

title: '模塊一: 基礎觀念與數據挖掘'
tags: [模組討論]

---

# 模塊一: 基礎觀念與數據挖掘

## Python與Jupyter Notebook環境設置

* [Anaconda 下載教學](https://simplelearn.tw/anaconda-3-intro-and-installation-guide/#penci-2-Anaconda-3-安裝-Anaconda-Distribution)
* 從 Anaconda 點開 Jupyter Notebook
![](https://hackmd.io/_uploads/Bkthr24Mp.png)

## 常見套件安裝與基本觀念

### 運行 Pandas
* Pandas是一個用於數據操作和分析的Python庫。
* 使用 Anaconda 時，建議使用conda命令而不是pip來安裝，確保庫的兼容性。
* [參考資料](https://medium.com/seaniap/pandas基礎介紹-進入資料科學的領域-be9894b3548)


```python
pip install pandas
```

    Requirement already satisfied: pandas in /Users/user/opt/anaconda3/lib/python3.9/site-packages (1.4.2)
    Requirement already satisfied: python-dateutil>=2.8.1 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from pandas) (2.8.2)
    Requirement already satisfied: pytz>=2020.1 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from pandas) (2021.3)
    Requirement already satisfied: numpy>=1.18.5 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from pandas) (1.21.5)
    Requirement already satisfied: six>=1.5 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)
    
    [1m[[0m[34;49mnotice[0m[1;39;49m][0m[39;49m A new release of pip available: [0m[31;49m22.3.1[0m[39;49m -> [0m[32;49m23.3.1[0m
    [1m[[0m[34;49mnotice[0m[1;39;49m][0m[39;49m To update, run: [0m[32;49m/Users/user/opt/anaconda3/bin/python -m pip install --upgrade pip[0m
    Note: you may need to restart the kernel to use updated packages.


#### 匯入pandas套件


```python
import pandas as pd
from IPython.display import display
```

#### 創建DataFrame


```python
df = pd.DataFrame({
    'A': [1, 2, 3],
    'B': [4, 5, 6]
})
```


```python
print(df['A'])
print(df[['A']])
```

   * df['A']：
        * 返回一個 Series，代表名為 "A" 的列。
        * 這是一種常見的獲取單列數據的方式。
   * df[['A']]：
        * 返回一個 DataFrame，只包含名為 "A" 的列。
        * 這是當你希望結果仍然保持為 DataFrame 格式（例如，你可能想要這樣以便進行進一步的操作）時的方法。

#### 顯示DataFrame: print() vs. display()


```python
print(df)
display(df)
```

       A  B
    0  1  4
    1  2  5
    2  3  6



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>A</th>
      <th>B</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>4</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>6</td>
    </tr>
  </tbody>
</table>
</div>


###  運行 Requests

* 用於簡化 HTTP 請求的發送和處理。
* 可以與 Web 服務進行聯繫，包括獲取 Web 頁面、API數據、下載文件
* [參考資料](https://steam.oxxostudio.tw/category/python/spider/requests.html#a6)


```python
pip install requests
```

    Requirement already satisfied: requests in /Users/user/opt/anaconda3/lib/python3.9/site-packages (2.27.1)
    Requirement already satisfied: idna<4,>=2.5 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from requests) (3.3)
    Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from requests) (1.26.9)
    Requirement already satisfied: certifi>=2017.4.17 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from requests) (2021.10.8)
    Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/user/opt/anaconda3/lib/python3.9/site-packages (from requests) (2.0.4)
    
    [1m[[0m[34;49mnotice[0m[1;39;49m][0m[39;49m A new release of pip available: [0m[31;49m22.3.1[0m[39;49m -> [0m[32;49m23.3.1[0m
    [1m[[0m[34;49mnotice[0m[1;39;49m][0m[39;49m To update, run: [0m[32;49m/Users/user/opt/anaconda3/bin/python -m pip install --upgrade pip[0m
    Note: you may need to restart the kernel to use updated packages.



```python
import requests
```

###  運行 JSON

* JSON（JavaScript Object Notation）是一個常見的數據格式，用於表示結構化數據。
* Python提供了內置的JSON模塊，可以用於解析（解碼）JSON數據和生成（編碼）JSON數據
* [參考資料](https://steam.oxxostudio.tw/category/python/library/json.html)


```python
import json
```

#### 解析 JSON 數據


```python
json_data = '{"name": "Claire", "age": 18, "University": {"Tainan": "NCKU"}}'
python_data = json.loads(json_data)
```


```python
print(python_data['name']) 
print(python_data['age'])  
print(type(json_data))
```

    Claire
    18
    <class 'str'>


#### 生成 JSON 數據，並存入檔案


```python
python_data = {
    "name": "Claire", 
    "age": 18, 
    "University": {"Tainan": "NCKU"}
}
print(type(python_data))
```

    <class 'dict'>



```python
json_data = json.dumps(python_data)

print(json_data) 
```

    {"name": "Claire", "age": 18, "University": {"Tainan": "NCKU"}}


* [with語句用法與案例](https://shengyu7697.github.io/python-with-open/)


```python
# 指定要寫入的檔案名稱

file_name = "/Users/user/Downloads/output.json"

# 使用 with 語句打開檔案，並使用json.dump()將數據寫入檔案

with open(file_name, 'w') as json_file:
    json.dump(python_data, json_file)

print(f"JSON數據已寫入到 {file_name}")

```

    JSON數據已寫入到 /Users/user/Downloads/output.json


#### 讀取 JSON 文件


```python
with open(file_name, 'r') as file:
    data = json.load(file)
```


```python
print(python_data['name']) 
print(python_data['age'])   
print(python_data['University'])

# if JSON數據中包含嵌套的對象或數組，可以遞歸訪問

print(python_data['University']['Tainan'])   
```

    Claire
    18
    {'Tainan': 'NCKU'}
    NCKU


### 實際案例：抓取台灣天氣

* [資料來源](https://opendata.cwa.gov.tw/dataset/all?page=1)


```python
import json
import pandas as pd

# 打開JSON檔案並讀取資料
with open('/Users/user/Downloads/C-B0025-001-2.json', 'r', encoding='utf-8') as file:
    data = json.load(file)

print(data)
```

    {'cwaopendata': {'@xmlns': 'urn:cwa:gov:tw:cwacommon:0.1', 'identifier': '685aa715-cb26-4ca5-baa3-95a02dda33d8', 'datasetID': 'S0001', 'datasetName': '過去氣象觀測', 'dataItemID': 'S0001-01000', 'sender': 'od@cwa.gov.tw', 'sent': '2023-10-25T15:30:04+08:00', 'status': 'Actual', 'scope': 'Public', 'msgType': 'Issue', 'publisherOID': '2.16.886.101.20003.20008.20004', 'resources': {'resource': {'metadata': {'resourceID': 'S0001-01000-003', 'resourceName': '中央氣象署氣候觀測_逐日_單一氣象要素資料', 'resourceDescription': '氣象署所屬氣象觀測站，逐日的單項氣象因子資料。', 'language': 'zh', 'homepage': 'https://www.cwa.gov.tw/V7/observe/real/NewObs.htm', 'sources': {'source': [{'title': '中央氣象署氣象測站代號及站況資料', 'path': 'http://e-service.cwa.gov.tw/wdps/obs/state.htm'}, {'title': 'Abbreviation for unit of measure - as defined within WMO No. 306 Common code-table C-6 1List of units for TDCFs1. (use wmo abbreviation)', 'path': 'http://codes.wmo.int/common/unit'}]}, 'temporal': {'startTime': '2023-01-01T00:00:00+08:00', 'endTime': '2023-10-24T23:59:59+08:00'}, 'spatial': {'coordinateReferenceSystem': {'EPSGCode': 'EPSG:4326', 'name': 'WGS84', 'datum': 'World Geodetic System 1984', 'coordinateFormat': 'decimal degrees'}}, 'weatherElements': {'weatherElement': {'tagName': 'Precipitation', 'description': '降水量', 'units': 'mm', 'specialValues': {'specialValue': [{'value': None, 'description': '無觀測'}, {'value': 'T', 'description': '雨跡(降水量小於0.5mm)'}, {'value': 'X', 'description': '故障'}]}}, 'statistics': {'statisticalPeriods': {'statisticalPeriod': {'periodTagName': 'monthly', 'description': '當月'}}, 'weatherElement': {'tagName': 'Precipitation', 'description': '降水量', 'units': 'mm', 'statisticalMethods': {'statisticalMethod': {'methodTagName': 'Total', 'description': '當月降水量累積值'}}}}}}, 'data': {'surfaceObs': {'location': [{'station': {'StationID': '466881', 'StationName': '新北', 'StationNameEN': 'New Taipei', 'StationAttribute': '署屬有人氣象站'}, 'stationObsTimes': {'stationObsTime': [{'Date': '2023-01-01', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-01-02', 'weatherElements': {'Precipitation': '6.0'}}, {'Date': '2023-01-03', 'weatherElements': {'Precipitation': '7.0'}}, {'Date': '2023-01-04', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-01-05', 'weatherElements': {'Precipitation': '2.5'}}, {'Date': '2023-01-06', 'weatherElements': {'Precipitation': '6.5'}}, {'Date': '2023-01-07', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-08', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-09', 'weatherElements': {'Precipitation': '4.0'}}, {'Date': '2023-01-10', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-01-11', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-12', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-13', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-14', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-15', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-16', 'weatherElements': {'Precipitation': '4.0'}}, {'Date': '2023-01-17', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-01-18', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-01-19', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-20', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-21', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-01-22', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-23', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-01-24', 'weatherElements': {'Precipitation': '12.5'}}, {'Date': '2023-01-25', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-01-26', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-27', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-01-28', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-29', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-30', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-01-31', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-01', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-02', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-03', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-04', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-05', 'weatherElements': {'Precipitation': '12.5'}}, {'Date': '2023-02-06', 'weatherElements': {'Precipitation': '12.5'}}, {'Date': '2023-02-07', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-08', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-09', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-10', 'weatherElements': {'Precipitation': '7.0'}}, {'Date': '2023-02-11', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-12', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-13', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-02-14', 'weatherElements': {'Precipitation': '7.5'}}, {'Date': '2023-02-15', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-16', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-17', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-18', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-19', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-02-20', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-21', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-02-22', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-23', 'weatherElements': {'Precipitation': '3.0'}}, {'Date': '2023-02-24', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-02-25', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-02-26', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-02-27', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-02-28', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-01', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-02', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-03', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-04', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-05', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-06', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-07', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-08', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-09', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-10', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-11', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-12', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-13', 'weatherElements': {'Precipitation': '4.5'}}, {'Date': '2023-03-14', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-15', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-16', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-17', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-18', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-19', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-20', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-21', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-22', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-23', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-24', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-03-25', 'weatherElements': {'Precipitation': '17.0'}}, {'Date': '2023-03-26', 'weatherElements': {'Precipitation': '2.5'}}, {'Date': '2023-03-27', 'weatherElements': {'Precipitation': '6.0'}}, {'Date': '2023-03-28', 'weatherElements': {'Precipitation': '3.5'}}, {'Date': '2023-03-29', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-03-30', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-03-31', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-04-01', 'weatherElements': {'Precipitation': '7.5'}}, {'Date': '2023-04-02', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-03', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-04', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-05', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-04-06', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-07', 'weatherElements': {'Precipitation': '9.0'}}, {'Date': '2023-04-08', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-09', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-10', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-11', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-12', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-04-13', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-14', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-15', 'weatherElements': {'Precipitation': '20.5'}}, {'Date': '2023-04-16', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-17', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-18', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-19', 'weatherElements': {'Precipitation': '33.5'}}, {'Date': '2023-04-20', 'weatherElements': {'Precipitation': '36.0'}}, {'Date': '2023-04-21', 'weatherElements': {'Precipitation': '5.5'}}, {'Date': '2023-04-22', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-04-23', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-24', 'weatherElements': {'Precipitation': '3.5'}}, {'Date': '2023-04-25', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-04-26', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-04-27', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-04-28', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-29', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-04-30', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-05-01', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-02', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-03', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-04', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-05', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-06', 'weatherElements': {'Precipitation': '2.0'}}, {'Date': '2023-05-07', 'weatherElements': {'Precipitation': '16.5'}}, {'Date': '2023-05-08', 'weatherElements': {'Precipitation': '26.0'}}, {'Date': '2023-05-09', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-05-10', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-11', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-12', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-05-13', 'weatherElements': {'Precipitation': '2.0'}}, {'Date': '2023-05-14', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-15', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-16', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-17', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-18', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-19', 'weatherElements': {'Precipitation': '50.0'}}, {'Date': '2023-05-20', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-21', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-22', 'weatherElements': {'Precipitation': '33.5'}}, {'Date': '2023-05-23', 'weatherElements': {'Precipitation': '15.0'}}, {'Date': '2023-05-24', 'weatherElements': {'Precipitation': '7.0'}}, {'Date': '2023-05-25', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-05-26', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-27', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-28', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-29', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-05-30', 'weatherElements': {'Precipitation': '2.0'}}, {'Date': '2023-05-31', 'weatherElements': {'Precipitation': '123.0'}}, {'Date': '2023-06-01', 'weatherElements': {'Precipitation': '10.0'}}, {'Date': '2023-06-02', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-06-03', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-06-04', 'weatherElements': {'Precipitation': '103.0'}}, {'Date': '2023-06-05', 'weatherElements': {'Precipitation': '3.0'}}, {'Date': '2023-06-06', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-07', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-06-08', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-09', 'weatherElements': {'Precipitation': '31.5'}}, {'Date': '2023-06-10', 'weatherElements': {'Precipitation': '51.0'}}, {'Date': '2023-06-11', 'weatherElements': {'Precipitation': '3.0'}}, {'Date': '2023-06-12', 'weatherElements': {'Precipitation': '0.5'}}, {'Date': '2023-06-13', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-14', 'weatherElements': {'Precipitation': '1.5'}}, {'Date': '2023-06-15', 'weatherElements': {'Precipitation': '15.5'}}, {'Date': '2023-06-16', 'weatherElements': {'Precipitation': '42.5'}}, {'Date': '2023-06-17', 'weatherElements': {'Precipitation': '1.0'}}, {'Date': '2023-06-18', 'weatherElements': {'Precipitation': 'T'}}, {'Date': '2023-06-19', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-20', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-21', 'weatherElements': {'Precipitation': '0.0'}}, {'Date': '2023-06-22', 'weatherElements': 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